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Automate Your Healthcare: Building an AI Agent to Book Doctor Appointments and Archive Lab Reports

Beck_Moulton 2026年06月15日 08:05 2 次阅读 来源:Dev.to

We've all been there: staring at a clunky, 10-year-old hospital web portal, clicking through endless nested menus just to book a simple check-up or download a PDF lab result. It's tedious, error-prone, and frankly, a waste of human potential. But what if you could just tell an AI, "Book me a dermatologist for next Tuesday and save my blood test results to my health folder," and it just... did it? In this tutorial, we are diving deep into the world of autonomous agents , GPT-4o , and LLM-driven web navigation . By leveraging the revolutionary Browser-use library and Playwright , we’ll build a vision-capable agent that can navigate complex UIs, handle logins, and automate the most frustrating parts of healthcare administration. 🚀 Why Traditional Scraping Fails (and Why Agents Win) Traditional automation tools like Selenium or Puppeteer rely on brittle DOM selectors ( #button-id-342 ). When a hospital updates its website, your script breaks. Using Browser-use with GPT-4o changes the game. Instead of looking for code, the agent sees the page like a human, understanding that a magnifying glass icon means "Search" regardless of the underlying HTML. The Architecture 🏗️ The system logic involves a feedback loop where the LLM perceives the browser state (screenshot + DOM tree), decides on an action, and executes it via Playwright. graph TD A[User Goal: Book Appointment/Download Report] --> B[LangChain Agent / Browser-use] B --> C{Decision Engine: GPT-4o} C --> D[Action: Click/Type/Scroll] D --> E[Playwright Browser Instance] E --> F[Hospital Portal UI] F --> G[Visual & HTML Feedback] G --> C F --> H[Download Lab Report PDF] H --> I[Structured Storage / RAG Pipeline] I --> J[Task Completed ✅] Prerequisites 🛠️ Before we start, ensure you have the following in your tech stack: Python 3.10+ Playwright (The backbone of browser control) Browser-use (The bridge between LLMs and browsers) OpenAI API Key (We'll use GPT-4o for its superior vision capabilities) pip install browser-use

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